中国中医药信息杂志2025，Vol.32Issue(6)：18-23,6.DOI:10.19879/j.cnki.1005-5304.202409629
基于面部表情识别技术的中医情志数字化识别框架构建
Construction of a Digital Recognition Framework for TCM Emotions Based on Facial Expression Recognition Technology
摘要
Abstract
This article is based on modern psychology and TCM emotional theory,combined with facial expression recognition technology,to apply deep learning methods to the digital research of TCM emotions to more accurately capture and analyze patients'emotional states.A cross-disciplinary framework was established by synthesizing facial expression-emotion correlations from psychological and TCM perspectives.The methodology included:Data annotation of TCM-defined emotional expressions using standardized coding systems;Facial expression acquisition,spatiotemporal feature extraction and emotion classification through a 3D convolutional neural network(3D CNN).The framework achieved 91.43%accuracy in video-based emotion classification.High-arousal emotional states demonstrated superior recognition performance,with anger showing optimal recall(1.000 0)and F1-score(0.946 3),while surprise attained the highest precision(0.976 0).These findings aligned with TCM pathological characteristic of"anger induces qi ascending,surprise disrupts qi flow".The digital recognition framework for TCM emotional quantification based on facial expression recognition technology exhibits strong alignment with TCM observation diagnosis,providing clinicians with an objective tool to assess the"seven emotions"and elucidating emotion-facial correlations in classical TCM theory.Future research should focus on longitudinal validation across diverse populations and establish development pathways for AI-assisted TCM diagnostic systems.关键词
面部表情识别/中医情志/中医望诊/情志识别应用/情志数字化Key words
facial expression recognition/TCM emotions/TCM observation and diagnosis/emotion recognition application/emotion digitalization分类
中医学引用本文复制引用
汤嵛猗,沈梓强,晏峻峰,李阳,赵国英..基于面部表情识别技术的中医情志数字化识别框架构建[J].中国中医药信息杂志,2025,32(6):18-23,6.基金项目
国家自然科学基金青年科学基金(62402180) （62402180）
湖南省教育厅科学研究重点项目(23A0312) （23A0312）
湖南省"十四五"中医药科技创新平台(2022年) （2022年）
湖南省自然科学基金青年基金(2024JJ6338) （2024JJ6338）
长沙市自然科学基金(kq2402173) （kq2402173）
